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Bayesian Inference Python Packages

Python packages with the GitHub topic bayesian-inference. Sorted by relevance, with stars and monthly downloads.
pyro-ppl
pyro-ppl

Deep universal probabilistic programming with Python and PyTorch

1.2M 9K 1K
pymc-devs
pymc

Bayesian Modeling and Probabilistic Programming in Python

1.1M 10K 2K
pymc-devs
pytensor

PyTensor allows you to define, optimize, and efficiently evaluate mathematical expressions involving multi-dimensional arrays.

1M 609 182
pyro-ppl
numpyro

Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.

588K 3K 283
pymc-devs
pymc3

Bayesian Modeling and Probabilistic Programming in Python

329K 10K 2K
blackjax-devs
blackjax

BlackJAX is a Bayesian Inference library designed for ease of use, speed and modularity.

136K 1K 139
joshspeagle
dynesty

Dynamic Nested Sampling package for computing Bayesian posteriors and evidences

93K 407 87
PyAutoLabs
autofit

PyAutoFit: Classy Probabilistic Programming

92K 64 12
bambinos
bambi

BAyesian Model-Building Interface (Bambi) in Python.

50K 1K 143
bilby-dev
bilby

A unified framework for stochastic sampling packages and gravitational-wave inference in Python.

29K 117 130
handley-lab
anesthetic

Nested Sampling post-processing and plotting

27K 71 19
PyAutoLabs
autolens

PyAutoLens: Open-Source Strong Gravitational Lensing

22K 182 36
erdogant
bnlearn

Python package for Causal Discovery by learning the graphical structure of Bayesian networks. Structure Learning, Parameter Learning, Inferences, Sampling methods.

22K 625 58
kbarbary
nestle

Pure Python, MIT-licensed implementation of nested sampling algorithms for evaluating Bayesian evidence.

17K 76 27
johnveitch
cpnest

Parallel nested sampling

16K 31 25
ComputationalPsychiatry
pyhgf

PyHGF: A neural network library for predictive coding

14K 137 30
thomaspinder
gpjax

Gaussian processes in JAX and Equinox.

14K 618 73
sbi-dev
sbi

sbi is a Python package for simulation-based inference, designed to meet the needs of both researchers and practitioners. Whether you need fine-grained control or an easy-to-use interface, sbi has you covered.

14K 823 243
minaskar
zeus-mcmc

⚡️ zeus: Lightning Fast MCMC ⚡️

13K 244 34
CobayaSampler
cobaya

Code for Bayesian Analysis

13K 169 161
mj-will
nessai

nessai: Nested Sampling with Artificial Intelligence

10K 49 4
ejhigson
nestcheck

Error analysis, diagnostic tests and plots for nested sampling calculations.

9K 17 10
blackjax-devs
blackjax-nightly

BlackJAX is a Bayesian Inference library designed for ease of use, speed and modularity.

7K 1K 139
robotrocketscience
aelfrice

Bayesian memory that learns from feedback for LLM agents

4K 3 0
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